Systems and Machine Learning
Publications
ICS '18: Thiagarajan et al. Bootstrapping parameter space exploration for fast tuning.
IPDPS '18: Thiagarajan et al. PADDLE: Performance analysis using a data-driven learning environment.
SC '17: Marathe et al. Performance modeling under resource constraints using deep transfer learning.
PMBS '16: Yeom et al. Data-dependent performance modeling of linear solvers for sparse matrices.
SC '16: Islam et al. A machine learning framework for performance coverage analysis of proxy applications.
IPDPS '15: Bhatele et al. Identifying the culprits behind network congestion.
SC '13: Jain et al. Predicting application performance using supervised learning on communication features.